{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#连续值特征的数据进行分类\" data-toc-modified-id=\"连续值特征的数据进行分类-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>连续值特征的数据进行分类</a></span><ul class=\"toc-item\"><li><span><a href=\"#导入需要的工具库\" data-toc-modified-id=\"导入需要的工具库-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>导入需要的工具库</a></span></li><li><span><a href=\"#加载数据\" data-toc-modified-id=\"加载数据-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>加载数据</a></span></li><li><span><a href=\"#构建模型\" data-toc-modified-id=\"构建模型-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>构建模型</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续值特征的数据进行分类\n",
    "\n",
    "### 导入需要的工具库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:38:04.396261Z",
     "start_time": "2019-09-15T05:37:56.064419Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn import preprocessing\n",
    "from sklearn import tree\n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:38:14.337743Z",
     "start_time": "2019-09-15T05:38:14.312640Z"
    }
   },
   "outputs": [],
   "source": [
    "iris = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:38:24.638653Z",
     "start_time": "2019-09-15T05:38:24.630643Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DESCR', 'data', 'feature_names', 'target', 'target_names']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:39:32.907663Z",
     "start_time": "2019-09-15T05:39:32.904643Z"
    }
   },
   "outputs": [],
   "source": [
    "iris_feature_name = iris.feature_names\n",
    "iris_features = iris.data\n",
    "iris_target_name = iris.target_names\n",
    "iris_target = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:39:56.346474Z",
     "start_time": "2019-09-15T05:39:56.342484Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sepal length (cm)',\n",
       " 'sepal width (cm)',\n",
       " 'petal length (cm)',\n",
       " 'petal width (cm)']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_feature_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:40:34.090197Z",
     "start_time": "2019-09-15T05:40:34.086208Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iris Plants Database\n",
      "====================\n",
      "\n",
      "Notes\n",
      "-----\n",
      "Data Set Characteristics:\n",
      "    :Number of Instances: 150 (50 in each of three classes)\n",
      "    :Number of Attributes: 4 numeric, predictive attributes and the class\n",
      "    :Attribute Information:\n",
      "        - sepal length in cm\n",
      "        - sepal width in cm\n",
      "        - petal length in cm\n",
      "        - petal width in cm\n",
      "        - class:\n",
      "                - Iris-Setosa\n",
      "                - Iris-Versicolour\n",
      "                - Iris-Virginica\n",
      "    :Summary Statistics:\n",
      "\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "                    Min  Max   Mean    SD   Class Correlation\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "    sepal length:   4.3  7.9   5.84   0.83    0.7826\n",
      "    sepal width:    2.0  4.4   3.05   0.43   -0.4194\n",
      "    petal length:   1.0  6.9   3.76   1.76    0.9490  (high!)\n",
      "    petal width:    0.1  2.5   1.20  0.76     0.9565  (high!)\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "\n",
      "    :Missing Attribute Values: None\n",
      "    :Class Distribution: 33.3% for each of 3 classes.\n",
      "    :Creator: R.A. Fisher\n",
      "    :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n",
      "    :Date: July, 1988\n",
      "\n",
      "This is a copy of UCI ML iris datasets.\n",
      "http://archive.ics.uci.edu/ml/datasets/Iris\n",
      "\n",
      "The famous Iris database, first used by Sir R.A Fisher\n",
      "\n",
      "This is perhaps the best known database to be found in the\n",
      "pattern recognition literature.  Fisher's paper is a classic in the field and\n",
      "is referenced frequently to this day.  (See Duda & Hart, for example.)  The\n",
      "data set contains 3 classes of 50 instances each, where each class refers to a\n",
      "type of iris plant.  One class is linearly separable from the other 2; the\n",
      "latter are NOT linearly separable from each other.\n",
      "\n",
      "References\n",
      "----------\n",
      "   - Fisher,R.A. \"The use of multiple measurements in taxonomic problems\"\n",
      "     Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n",
      "     Mathematical Statistics\" (John Wiley, NY, 1950).\n",
      "   - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.\n",
      "     (Q327.D83) John Wiley & Sons.  ISBN 0-471-22361-1.  See page 218.\n",
      "   - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n",
      "     Structure and Classification Rule for Recognition in Partially Exposed\n",
      "     Environments\".  IEEE Transactions on Pattern Analysis and Machine\n",
      "     Intelligence, Vol. PAMI-2, No. 1, 67-71.\n",
      "   - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\".  IEEE Transactions\n",
      "     on Information Theory, May 1972, 431-433.\n",
      "   - See also: 1988 MLC Proceedings, 54-64.  Cheeseman et al\"s AUTOCLASS II\n",
      "     conceptual clustering system finds 3 classes in the data.\n",
      "   - Many, many more ...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(iris.DESCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:41:27.272997Z",
     "start_time": "2019-09-15T05:41:27.268010Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_features[:5,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:42:25.632978Z",
     "start_time": "2019-09-15T05:42:25.628988Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['setosa', 'versicolor', 'virginica'], dtype='<U10')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_target_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:43:10.843493Z",
     "start_time": "2019-09-15T05:43:10.838532Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:43:22.354617Z",
     "start_time": "2019-09-15T05:43:22.349629Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_features.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:44:07.492216Z",
     "start_time": "2019-09-15T05:44:07.449295Z"
    }
   },
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=4)\n",
    "clf = clf.fit(iris_features, iris_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T05:44:09.074024Z",
     "start_time": "2019-09-15T05:44:09.069038Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=4,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T06:19:23.484548Z",
     "start_time": "2019-09-15T06:19:23.481538Z"
    }
   },
   "outputs": [],
   "source": [
    "import pydotplus\n",
    "from IPython.display import Image, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T06:22:06.705390Z",
     "start_time": "2019-09-15T06:22:06.701371Z"
    }
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T06:24:21.715190Z",
     "start_time": "2019-09-15T06:24:21.711200Z"
    }
   },
   "outputs": [],
   "source": [
    "os.environ[\"PATH\"] += \";C:/Program Files (x86)/Graphviz2.38/bin/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T06:21:03.661641Z",
     "start_time": "2019-09-15T06:21:03.606868Z"
    }
   },
   "outputs": [],
   "source": [
    "dot_data = tree.export_graphviz(clf,\n",
    "                                out_file = None,\n",
    "                                feature_names = iris_feature_name,\n",
    "                                class_names = iris_target_name,\n",
    "                                filled = True,\n",
    "                                rounded = True\n",
    "                               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-15T06:24:27.933780Z",
     "start_time": "2019-09-15T06:24:27.496949Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = pydotplus.graph_from_dot_data(dot_data)\n",
    "display(Image(graph.create_png()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
